This patent describes a cutting-edge approach to simultaneous localization and mapping (SLAM) technology, enhancing autonomous navigation in robotic systems and augmented reality systems. It unveils an sophisticated algorithm that greatly boosts accuracy and speed in dynamic environments by merging real-time sensor data with predictive modeling. This innovation aims to revolutionize the exactness and efficiency of robotic and AR spatial orientation and mapping.